PolygonClassStatistics¶
Computes statistics on a training polygon set.
Description¶
Process a set of geometries intended for training (they should have a field giving the associated class). The geometries are analyzed against a support image to compute statistics:
- Number of samples per class
- Number of samples per geometry
An optional raster mask can be used to discard samples. Different types of geometry are supported: polygons, lines, points. The behaviour is different for each type of geometry:
- Polygon: select pixels whose center is inside the polygon
- Lines: select pixels intersecting the line
- Points: select closest pixel to the point
Parameters¶
Input image -in image
Mandatory
Support image that will be classified
Input validity mask -mask image
Validity mask (only pixels corresponding to a mask value greater than 0 will be used for statistics)
Input vectors -vec filename [dtype]
Mandatory
Input geometries to analyze
Output XML statistics file -out filename [dtype]
Mandatory
Output file to store statistics (XML format)
Field Name -field string
Name of the field carrying the class name in the input vectors.
Layer Index -layer int
Default value: 0
Layer index to read in the input vector file.
Elevation management¶
This group of parameters allows managing elevation values. Supported formats are SRTM, DTED or any geotiff. DownloadSRTMTiles application could be a useful tool to list/download tiles related to a product.
DEM directory -elev.dem directory
This parameter allows selecting a directory containing Digital Elevation Model files. Note that this directory should contain only DEM files. Unexpected behaviour might occurs if other images are found in this directory.
Geoid File -elev.geoid filename [dtype]
Use a geoid grid to get the height above the ellipsoid in case there is no DEM available, no coverage for some points or pixels with no_data in the DEM tiles. A version of the geoid can be found on the OTB website(https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb-data/blob/master/Input/DEM/egm96.grd).
Default elevation -elev.default float
Default value: 0
This parameter allows setting the default height above ellipsoid when there is no DEM available, no coverage for some points or pixels with no_data in the DEM tiles, and no geoid file has been set. This is also used by some application as an average elevation value.
Available RAM (MB) -ram int
Default value: 256
Available memory for processing (in MB).
Examples¶
From the command-line:
otbcli_PolygonClassStatistics -in support_image.tif -vec variousVectors.sqlite -field CLASS -out polygonStat.xml
From Python:
import otbApplication
app = otbApplication.Registry.CreateApplication("PolygonClassStatistics")
app.SetParameterString("in", "support_image.tif")
app.SetParameterString("vec", "variousVectors.sqlite")
app.SetParameterString("field", "CLASS")
app.SetParameterString("out", "polygonStat.xml")
app.ExecuteAndWriteOutput()